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                    MLSQL Stack
            
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                    MLSQL语言控制台使用
            
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                    MLSQL语法解析接口
            
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                    MLSQL批处理编程
            
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                    Hive加载和存储
            
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                    Delta加载和存储以及流式支持
            
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                    MySQL Binlog同步
            
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                    加载和存储多种数据源
            
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                    ElasticSearch
            
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                    Solr
            
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                    HBase
            
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                    MongoDB
            
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                    Parquet/Json/Text/Xml/Csv
            
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                    jsonStr/script/mlsqlAPI/mlsqlConf
            
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                    内置常见UDF
            
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                    http请求
            
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                    常见函数
            
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                    一些有用的内置ET
            
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                    计算复杂的父子关系
            
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                    改变表的分区数
            
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                    如何发送邮件
            
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                    数据采集组件mlsql-watcher使用
            
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        <li class="chapter " data-level="5.3" data-path="../stream/">
            
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                    MLSQL流编程
            
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                    Kafka和MockStream
            
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                    MLSQL Kafka小工具集锦
            
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                    自动将Kafka中的JSON数据展开为表
            
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                    如何高效的AdHoc查询Kafka
            
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                    如何设置流式计算回调
            
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                    如何对流的结果以批的形式保存
            
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                    window/watermark的使用
            
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        <li class="chapter " data-level="5.3.8" data-path="../stream/stream_mysql_update.html">
            
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                    如何使用MLSQL流式更新MySQL数据
            
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                    流结果输出到WebConsole
            
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        <li class="chapter " data-level="5.4" data-path="../ml/">
            
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                    MLSQL机器学习编程
            
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                    特征工程
            
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        <li class="chapter " data-level="5.4.1.1" data-path="../feature/nlp.html">
            
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                    文本向量化
            
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                    TFIDF
            
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                    Word2Vec
            
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                    特征平滑
            
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        <li class="chapter " data-level="5.4.1.3" data-path="../feature/normalize.html">
            
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                    归一化
            
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        <li class="chapter " data-level="5.4.1.4" data-path="../feature/confusion_matrix.html">
            
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                    混淆矩阵
            
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        <li class="chapter " data-level="5.4.1.5" data-path="../feature/some_extract.html">
            
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                    QQ/电话/邮件抽取
            
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        <li class="chapter " data-level="5.4.1.6" data-path="../feature/discretizer/">
            
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                    离散化
            
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                    Quantile
            
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                    Map转化为向量
            
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                    数据集切分
            
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                    MLSQL Python支持
            
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                    数据处理
            
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                    PyJava API简介
            
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                    结合Python读取Excel
            
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                    结合Python保存Excel
            
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                    K8s下的Python资源限制
            
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                    dataMode 详解
            
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                    部署流程
            
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                    MLSQL动态创建UDF/UDAF
            
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                    Python UDF
            
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                    Scala UDF
            
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                    Scala UDAF
            
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                    安全与隐私
            
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                    脚本获取接口
            
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<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/aa4b40cc-3e5b-44af-ac87-99b98e1a1b7d.png" data-lightbox="94ae4df3-11e8-4474-9f37-9d4d0be6a7e1" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/aa4b40cc-3e5b-44af-ac87-99b98e1a1b7d.png" alt=""></a></div><p></p>
<p>&#x7CFB;&#x7EDF;&#x63D0;&#x793A;&#x4F60;&#x4E0A;&#x4F20;&#x6210;&#x529F;&#xFF0C;&#x4F60;&#x53EF;&#x4EE5;&#x901A;&#x8FC7;&#x547D;&#x4EE4;&#x884C;&#x67E5;&#x770B;&#x3002;&#x4E0D;&#x8FC7;&#x6211;&#x4EEC;&#x53EF;&#x4EE5;&#x5230;&#x76F4;&#x63A5;&#x8FDB;&#x5165; Analysis Workshop -&gt; FileSystem &#x67E5;&#x770B;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/5675aed0-7759-4bd5-ba47-9a4246a79bfb.png" data-lightbox="efef851b-270b-40e6-ae92-c9dfbf040dbd" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/5675aed0-7759-4bd5-ba47-9a4246a79bfb.png" alt=""></a></div><p></p>
<p>&#x53EF;&#x4EE5;&#x770B;&#x5230;&#xFF0C;&#x6211;&#x4EEC;&#x4E0A;&#x4F20;&#x7684;&#x6587;&#x4EF6;&#x5DF2;&#x7ECF;&#x5728; /tmp/upload&#x91CC;&#x4E86;&#x3002;</p>
<h3 id="&#x6253;&#x5F00;&#x6587;&#x4EF6;"><a name="&#x6253;&#x5F00;&#x6587;&#x4EF6;" class="anchor-navigation-ex-anchor" href="#&#x6253;&#x5F00;&#x6587;&#x4EF6;"><i class="fa fa-link" aria-hidden="true"></i></a>&#x6253;&#x5F00;&#x6587;&#x4EF6;</h3>
<p>&#x53F3;&#x952E;&#x5355;&#x51FB;&#x6587;&#x4EF6;&#xFF0C;&#x4F1A;&#x5F39;&#x51FA;&#x4E00;&#x4E2A;&#x914D;&#x7F6E;&#x6846;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/1fcb0d50-fc2f-4bd2-9659-b053d5bbd0a4.png" data-lightbox="d5c7332b-23f8-4d37-a0c7-bc4340a74e5c" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/1fcb0d50-fc2f-4bd2-9659-b053d5bbd0a4.png" alt=""></a></div><p></p>
<p>&#x4ED6;&#x4F1A;&#x8BE2;&#x95EE;&#x6253;&#x5F00;&#x7684;&#x7C7B;&#x578B;&#x4EE5;&#x53CA;&#x9700;&#x8981;&#x914D;&#x7F6E;&#x7684;&#x53C2;&#x6570;&#x3002;&#x6211;&#x4EEC;&#x53EA;&#x9700;&#x8981;&#x914D;&#x7F6E;header&#x7B49;&#x4E8E;true,&#x8FD9;&#x8868;&#x793A;&#x6211;&#x4EEC;&#x4F1A;&#x5C06;csv&#x7684;&#x7B2C;&#x4E00;&#x884C;&#x4F5C;&#x4E3A;&#x5B57;&#x6BB5;&#x540D;&#x79F0;&#x3002;</p>
<p>&#x5176;&#x4ED6;&#x7684;&#x65E0;&#x9700;&#x914D;&#x7F6E;&#xFF0C;&#x70B9;&#x51FB;Ok&#xFF0C;&#x6B64;&#x65F6; <strong>&#x6570;&#x636E;&#x64CD;&#x4F5C;&#x53F0;</strong>&#xFF0C;<strong>&#x6570;&#x636E;&#x5C55;&#x793A;&#x53F0;</strong> &#x4F1A;&#x51FA;&#x73B0;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/851d02bf-e1e5-4258-a4f7-56c3b021d174.png" data-lightbox="cfc49246-abd0-45c2-8ded-135daac23402" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/851d02bf-e1e5-4258-a4f7-56c3b021d174.png" alt=""></a></div><p></p>
<h3 id="&#x67E5;&#x770B;&#x6587;&#x4EF6;&#x8BB0;&#x5F55;&#x6761;&#x6570;"><a name="&#x67E5;&#x770B;&#x6587;&#x4EF6;&#x8BB0;&#x5F55;&#x6761;&#x6570;" class="anchor-navigation-ex-anchor" href="#&#x67E5;&#x770B;&#x6587;&#x4EF6;&#x8BB0;&#x5F55;&#x6761;&#x6570;"><i class="fa fa-link" aria-hidden="true"></i></a>&#x67E5;&#x770B;&#x6587;&#x4EF6;&#x8BB0;&#x5F55;&#x6761;&#x6570;</h3>
<p>&#x6211;&#x4EEC;&#x53EF;&#x4EE5;&#x5728;<strong>&#x6570;&#x636E;&#x5C55;&#x793A;&#x53F0;</strong>&#x91CC;&#x70B9;&#x51FB;&#x4E0B;&#x62C9;&#x6846;&#xFF0C;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/e76417df-bc6c-4106-9116-68342b171fa9.png" data-lightbox="ee85e04b-7d70-48c2-b89c-12802154f8ce" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/e76417df-bc6c-4106-9116-68342b171fa9.png" alt=""></a></div><p></p>
<p>&#x7136;&#x540E;&#x70B9;&#x51FB;count&#x5373;&#x53EF;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/6d54654e-ea42-4934-aef2-e7a09b6083bd.png" data-lightbox="976ef7ed-2f4c-4757-acd2-bb70f3302bc6" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/6d54654e-ea42-4934-aef2-e7a09b6083bd.png" alt=""></a></div><p></p>
<p>&#x6B64;&#x65F6;&#x6211;&#x4EEC;&#x770B;&#x5230;&#xFF0C;CSV&#x6587;&#x4EF6;&#x91CC;&#x6709;&#x63A5;&#x8FD1;7&#x4E07;&#x6761;&#x6570;&#x636E;&#x3002;</p>
<p>&#x5982;&#x679C;&#x5E0C;&#x671B;&#x56DE;&#x5230;&#x524D;&#x9762;&#x7684;&#x72B6;&#x6001;&#x91CC;&#xFF0C;&#x53EA;&#x9700;&#x8981;&#x70B9;&#x51FB;&#x64CD;&#x4F5C;&#x53F0;&#x91CC;&#x7684; &#x3010;Rollback&#x3011; &#x6309;&#x94AE;&#x5373;&#x53EF;&#x3002; &#x5B83;&#x4F1A;&#x64A4;&#x9500;&#x6389;&#x521A;&#x624D;&#x7684;count&#x64CD;&#x4F5C;&#x3002;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/27805032-cb9a-4259-9ac0-783eb067e858.png" data-lightbox="ff32df87-a715-440e-9390-5990beb535d8" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/27805032-cb9a-4259-9ac0-783eb067e858.png" alt=""></a></div><p></p>
<h3 id="&#x8FC7;&#x6EE4;&#x4EA7;&#x54C1;&#x540D;"><a name="&#x8FC7;&#x6EE4;&#x4EA7;&#x54C1;&#x540D;" class="anchor-navigation-ex-anchor" href="#&#x8FC7;&#x6EE4;&#x4EA7;&#x54C1;&#x540D;"><i class="fa fa-link" aria-hidden="true"></i></a>&#x8FC7;&#x6EE4;&#x4EA7;&#x54C1;&#x540D;</h3>
<p>&#x5982;&#x679C;&#x6211;&#x4EEC;&#x60F3;&#x8FC7;&#x6EE4; Product Name &#x4E3A; Consumer Loan &#x6570;&#x636E;&#x5355;&#x72EC;&#x770B;&#x770B;&#xFF0C;&#x53EF;&#x4EE5;&#x70B9;&#x51FB; <strong>&#x6570;&#x636E;&#x5C55;&#x793A;&#x53F0;</strong>&#x7684;&#x641C;&#x7D22;&#x6807;&#x8BB0;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/214c7943-7beb-4641-9e2d-46f7929da00d.png" data-lightbox="ffef5be9-398d-41e8-8218-ce93583edeec" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/214c7943-7beb-4641-9e2d-46f7929da00d.png" alt=""></a></div><p></p>
<p>&#x70B9;&#x51FB;&#x8FD0;&#x884C;&#x540E;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/214e7db1-111b-4e04-b431-d8375e0be8b2.png" data-lightbox="3a67189c-e55e-4376-a2bb-f1ac6d9e3f41" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/214e7db1-111b-4e04-b431-d8375e0be8b2.png" alt=""></a></div><p></p>
<p>&#x8FC7;&#x6EE4;&#x5B8C;&#x6210;&#x540E;&#xFF0C;&#x6211;&#x4EEC;&#x5E0C;&#x671B;&#x628A;&#x8FD9;&#x4E2A;&#x7ED3;&#x679C;&#x4FDD;&#x5B58;&#x4E0B;&#x6765;&#xFF0C;&#x4F46;&#x662F;&#x4FDD;&#x5B58;&#x4E4B;&#x524D;&#xFF0C;&#x6211;&#x4EEC;&#x5E76;&#x4E0D;&#x9700;&#x8981;&#x8FD9;&#x4E48;&#x591A;&#x5217;&#xFF0C;&#x8FD9;&#x4E2A;&#x65F6;&#x5019;&#x6211;&#x4EEC;&#x53EF;&#x4EE5;&#x9009;&#x62E9;&#x6211;&#x4EEC;&#x9700;&#x8981;&#x7684;&#x5217;&#xFF0C;&#x5E76;&#x4E14;&#x4FEE;&#x6539;&#x5217;&#x540D;&#x3002;</p>
<h3 id="&#x9009;&#x62E9;&#x6211;&#x4EEC;&#x9700;&#x8981;&#x7684;&#x5217;"><a name="&#x9009;&#x62E9;&#x6211;&#x4EEC;&#x9700;&#x8981;&#x7684;&#x5217;" class="anchor-navigation-ex-anchor" href="#&#x9009;&#x62E9;&#x6211;&#x4EEC;&#x9700;&#x8981;&#x7684;&#x5217;"><i class="fa fa-link" aria-hidden="true"></i></a>&#x9009;&#x62E9;&#x6211;&#x4EEC;&#x9700;&#x8981;&#x7684;&#x5217;</h3>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/f2fdd8e5-e195-4760-9e91-87f7307842c6.png" data-lightbox="fed65da7-35a1-4ac3-90b7-9f3f03726256" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/f2fdd8e5-e195-4760-9e91-87f7307842c6.png" alt=""></a></div><p></p>
<p>&#x70B9;&#x51FB;&#x4E0A;&#x9762;&#x7684; &#x3010;Apply&#x3011; &#x6309;&#x94AE;&#xFF0C;&#x4ED6;&#x4F1A;&#x5C06;&#x4F60;&#x7684;&#x9009;&#x62E9;&#x5B9E;&#x65F6;&#x53CD;&#x9988;&#x51FA;&#x6765;&#x3002;&#x5F53;&#x7136;&#xFF0C;&#x5982;&#x679C;&#x4F60;&#x9009;&#x62E9;&#x9519;&#x8BEF;&#xFF0C;&#x4F60;&#x53EF;&#x4EE5;&#x4F7F;&#x7528; &#x3010;Rollback&#x3011;&#x8FDB;&#x884C;&#x8FD4;&#x56DE;&#x3002;</p>
<h3 id="&#x4FEE;&#x6539;&#x5217;&#x540D;"><a name="&#x4FEE;&#x6539;&#x5217;&#x540D;" class="anchor-navigation-ex-anchor" href="#&#x4FEE;&#x6539;&#x5217;&#x540D;"><i class="fa fa-link" aria-hidden="true"></i></a>&#x4FEE;&#x6539;&#x5217;&#x540D;</h3>
<p>&#x56E0;&#x4E3A;&#x5E26;&#x6709;&#x7A7A;&#x683C;&#x7684;&#x5217;&#x65E0;&#x6CD5;&#x4FDD;&#x5B58;&#x5230;Table Workshop&#x91CC;&#xFF0C;&#x6240;&#x4EE5;&#x6211;&#x4EEC;&#x5148;&#x6765;&#x4FEE;&#x6539;&#x4E2A;&#x540D;&#x5B57;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/0fe1c219-6f3b-41ed-8718-f067d0987955.png" data-lightbox="a5b0198a-6fc0-42f8-be24-52c3c8e6813b" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/0fe1c219-6f3b-41ed-8718-f067d0987955.png" alt=""></a></div><p></p>
<p>&#x70B9;&#x51FB;Apply&#x4E4B;&#x540E;&#xFF0C;&#x4F60;&#x4F1A;&#x53D1;&#x73B0;&#x539F;&#x6765;&#x7684;&#x5217;&#x8FD8;&#x88AB;&#x4FDD;&#x7559;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/ed4c630e-c80b-428d-bb8f-b6e6bf3443bd.png" data-lightbox="5fd3c645-c171-42f5-ac62-8dc768001e95" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/ed4c630e-c80b-428d-bb8f-b6e6bf3443bd.png" alt=""></a></div><p></p>
<p>&#x6211;&#x4EEC;&#x518D;&#x53BB;&#x9009;&#x62E9;&#x4E00;&#x6B21;&#x5373;&#x53EF;&#x3002;</p>
<h3 id="&#x4FDD;&#x5B58;&#x6211;&#x4EEC;&#x7684;&#x5DE5;&#x4F5C;&#x6210;&#x679C;"><a name="&#x4FDD;&#x5B58;&#x6211;&#x4EEC;&#x7684;&#x5DE5;&#x4F5C;&#x6210;&#x679C;" class="anchor-navigation-ex-anchor" href="#&#x4FDD;&#x5B58;&#x6211;&#x4EEC;&#x7684;&#x5DE5;&#x4F5C;&#x6210;&#x679C;"><i class="fa fa-link" aria-hidden="true"></i></a>&#x4FDD;&#x5B58;&#x6211;&#x4EEC;&#x7684;&#x5DE5;&#x4F5C;&#x6210;&#x679C;</h3>
<p>&#x70B9;&#x51FB; &#x3010;Save As&#x3011; &#x6309;&#x94AE;&#x540E;&#xFF0C;&#x4F1A;&#x5F39;&#x51FA;&#x5982;&#x4E0B;&#x6846;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/87fe0326-1752-4667-98f7-ca0d5fd881d5.png" data-lightbox="fb739555-9e1a-4802-bf6a-43cfd2a2a00a" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/87fe0326-1752-4667-98f7-ca0d5fd881d5.png" alt=""></a></div><p></p>
<p>&#x6211;&#x4EEC;&#x53D6;&#x540D;&#x4E3A; table1 &#x5E76;&#x4E14;&#xFF0C;&#x6211;&#x4EEC;&#x5E0C;&#x671B;&#x80FD;&#x591F;&#x628A;&#x6570;&#x636E;&#x6301;&#x4E45;&#x5316;&#x4E0B;&#x6765;&#xFF0C;&#x90A3;&#x4E48;&#x53EF;&#x4EE5;&#x52FE;&#x9009; Persit Table.</p>
<p>&#x70B9;&#x51FB;Ok&#x4E4B;&#x540E;&#xFF0C;&#x5C31;&#x53EF;&#x4EE5;<strong>&#x7ACB;&#x523B;</strong>&#x5728; Table Workshop&#x91CC;&#x770B;&#x5230;&#x5B83;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/118731b3-a121-4a7d-8eef-f72a85b75658.png" data-lightbox="dec7d1b9-552a-46ae-80fa-c0780e83a06d" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/118731b3-a121-4a7d-8eef-f72a85b75658.png" alt=""></a></div><p></p>
<p>&#x56E0;&#x4E3A;&#x6211;&#x4EEC;&#x5BF9;&#x5B83;&#x8FDB;&#x884C;&#x4E86;&#x6301;&#x4E45;&#x5316;&#xFF0C;&#x6240;&#x4EE5;&#x6839;&#x636E;&#x6570;&#x636E;&#x5927;&#x5C0F;&#xFF0C;&#x6211;&#x4EEC;&#x5728;&#x9002;&#x5F53;&#x7684;&#x65F6;&#x5019;&#x53EF;&#x4EE5;&#x5728;FileSystem&#x91CC;&#x770B;&#x5230;&#x5B83;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/8da600c2-94ba-41bf-a69f-24cafed2d9ff.png" data-lightbox="084ae657-522a-4d49-8d75-4c4f81140532" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/8da600c2-94ba-41bf-a69f-24cafed2d9ff.png" alt=""></a></div><p></p>
<p>&#x7136;&#x800C;&#xFF0C;&#x80FD;&#x4E0D;&#x80FD;&#x5728;FileSystem&#x4E2D;&#x770B;&#x5230;&#xFF0C;&#x5E76;&#x4E0D;&#x5F71;&#x54CD;&#x4F60;&#x5BF9;&#x5B83;&#x7684;&#x4F7F;&#x7528;&#x3002;</p>
<h3 id="&#x91CD;&#x65B0;&#x6253;&#x5F00;&#x539F;&#x6765;&#x7684;csv&#x6587;&#x4EF6;&#x5E76;&#x4E14;&#x5173;&#x8054;table1"><a name="&#x91CD;&#x65B0;&#x6253;&#x5F00;&#x539F;&#x6765;&#x7684;csv&#x6587;&#x4EF6;&#x5E76;&#x4E14;&#x5173;&#x8054;table1" class="anchor-navigation-ex-anchor" href="#&#x91CD;&#x65B0;&#x6253;&#x5F00;&#x539F;&#x6765;&#x7684;csv&#x6587;&#x4EF6;&#x5E76;&#x4E14;&#x5173;&#x8054;table1"><i class="fa fa-link" aria-hidden="true"></i></a>&#x91CD;&#x65B0;&#x6253;&#x5F00;&#x539F;&#x6765;&#x7684;csv&#x6587;&#x4EF6;&#x5E76;&#x4E14;&#x5173;&#x8054;table1</h3>
<p>&#x6211;&#x4EEC;&#x6309;&#x524D;&#x9762;&#x63D0;&#x5230;&#x7684;&#x65B9;&#x5F0F;&#xFF0C;&#x91CD;&#x65B0;&#x6253;&#x5F00;csv&#x6587;&#x4EF6;&#x3002;&#x63A5;&#x7740;&#xFF0C;&#x6211;&#x4EEC;&#x5E0C;&#x671B;&#x548C;&#x548C;&#x5DF2;&#x7ECF;&#x5904;&#x7406;&#x7684;table1&#x8FDB;&#x884C;&#x5173;&#x8054;&#x3002;&#x70B9;&#x51FB;Join&#x6807;&#x7B7E;&#xFF0C;&#x4F1A;&#x51FA;&#x73B0;&#x4E00;&#x4E2A;&#x5411;&#x5BFC;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/7880e9f9-c3ea-434c-970e-eac5008c8fb7.png" data-lightbox="112b5022-1afa-46aa-ba7a-59291793a863" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/7880e9f9-c3ea-434c-970e-eac5008c8fb7.png" alt=""></a></div><p></p>
<p>&#x5728;&#x4E0B;&#x62C9;&#x6846;&#x4E2D;&#xFF0C;&#x4F60;&#x53EF;&#x4EE5;&#x770B;&#x5230;&#x521A;&#x624D;&#x6211;&#x4EEC;&#x4FDD;&#x5B58;&#x7684;table1&#x8868;&#x3002;&#x63A5;&#x7740;&#x6211;&#x4EEC;&#x6839;&#x636E;DataReceived&#x5B57;&#x6BB5;&#x5173;&#x8054;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/bf115eec-a34d-4a63-8b84-9291c031c19f.png" data-lightbox="81b652ff-fa3f-4fb1-a2df-1f7d551da55b" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/bf115eec-a34d-4a63-8b84-9291c031c19f.png" alt=""></a></div><p></p>
<p>&#x6700;&#x540E;&#x4E00;&#x6B65;&#xFF0C;&#x6211;&#x4EEC;&#x9009;&#x62E9;&#x4E24;&#x4E2A;&#x8868;&#x91CC;&#x9700;&#x8981;&#x7684;&#x5B57;&#x6BB5;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/879aed88-388a-402e-b752-ad7cdee7f5e3.png" data-lightbox="7123f239-64b1-4ce0-af7c-e3eb0a06a381" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/879aed88-388a-402e-b752-ad7cdee7f5e3.png" alt=""></a></div><p></p>
<p>&#x6267;&#x884C;Apply:</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/d4e6fb97-2846-4c7f-a4fc-2f968b154c03.png" data-lightbox="db0d1f44-6635-4fa0-a929-a6a9ce22b64c" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/d4e6fb97-2846-4c7f-a4fc-2f968b154c03.png" alt=""></a></div><p></p>
<p>&#x53EF;&#x4EE5;&#x770B;&#x5230;&#x6548;&#x679C;&#x4E86;&#x3002;&#x5982;&#x679C;&#x9700;&#x8981;&#xFF0C;&#x6211;&#x4EEC;&#x53EF;&#x4EE5;&#x7EE7;&#x7EED;&#x4FDD;&#x5B58;&#x8FD9;&#x4E2A;&#x7ED3;&#x679C;&#x4E3A;table2.</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/d845470f-3b43-4bdb-97ca-fa23e00c8d81.png" data-lightbox="1a438c48-d264-4bb7-ba2f-59758a53de53" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/d845470f-3b43-4bdb-97ca-fa23e00c8d81.png" alt=""></a></div><p></p>
<h2 id="&#x6253;&#x5F00;-table-workshop&#x91CC;&#x7684;&#x8868;"><a name="&#x6253;&#x5F00;-table-workshop&#x91CC;&#x7684;&#x8868;" class="anchor-navigation-ex-anchor" href="#&#x6253;&#x5F00;-table-workshop&#x91CC;&#x7684;&#x8868;"><i class="fa fa-link" aria-hidden="true"></i></a>&#x6253;&#x5F00; Table Workshop&#x91CC;&#x7684;&#x8868;</h2>
<p>&#x65B9;&#x5F0F;&#x662F;&#x76F8;&#x540C;&#x7684;&#xFF0C;&#x53F3;&#x952E;&#x5355;&#x51FB;&#x8868;&#x540D;&#x5373;&#x53EF;&#x3002;&#x6211;&#x4EEC;&#x8FD9;&#x91CC;&#x6253;&#x5F00; table1.</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/8c95dffc-7edb-4806-ab4e-d72a61ff683f.png" data-lightbox="bbd41513-5561-4c9c-a6a1-719d52b6a909" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/8c95dffc-7edb-4806-ab4e-d72a61ff683f.png" alt=""></a></div><p></p>
<h2 id="&#x7EDF;&#x8BA1;subproduct&#x4E0D;&#x540C;&#x79CD;&#x7C7B;&#x7684;&#x4E2A;&#x6570;"><a name="&#x7EDF;&#x8BA1;subproduct&#x4E0D;&#x540C;&#x79CD;&#x7C7B;&#x7684;&#x4E2A;&#x6570;" class="anchor-navigation-ex-anchor" href="#&#x7EDF;&#x8BA1;subproduct&#x4E0D;&#x540C;&#x79CD;&#x7C7B;&#x7684;&#x4E2A;&#x6570;"><i class="fa fa-link" aria-hidden="true"></i></a>&#x7EDF;&#x8BA1;SubProduct&#x4E0D;&#x540C;&#x79CD;&#x7C7B;&#x7684;&#x4E2A;&#x6570;</h2>
<p>&#x6253;&#x5F00;table1&#x540E;&#xFF0C;&#x70B9;&#x51FB; Agg&#x6807;&#x7B7E;&#x5BF9; SubProduct &#x7684;groupBy&#x8FDB;&#x884C;&#x52FE;&#x9009;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/c9645632-c463-4a1b-ad2d-80653ffc8af8.png" data-lightbox="8bf3d25a-35a2-424b-86cd-be5b067c5837" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/c9645632-c463-4a1b-ad2d-80653ffc8af8.png" alt=""></a></div><p></p>
<p>&#x70B9;&#x51FB; &#x3010;Choose Function&#x3011;, &#x8F93;&#x5165;count&#xFF08;&#x4F1A;&#x81EA;&#x52A8;&#x63D0;&#x793A;&#xFF09;&#x3002;&#x7136;&#x540E;&#x5728;New FieldName &#x91CC;&#x586B;&#x5199;num,&#x70B9;&#x51FB;ok&#x5373;&#x53EF;&#x3002; &#x5982;&#x679C;&#x4F60;&#x5BF9;&#x51FD;&#x6570;&#x719F;&#x6089;&#xFF0C;&#x4F60;&#x4E5F;&#x53EF;&#x4EE5;&#x76F4;&#x63A5;&#x5728;Mannual Transform&#x91CC;&#x81EA;&#x5DF1;&#x586B;&#x5199;&#x3002;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/6125a0b6-0989-43e5-8855-98df86b5da26.png" data-lightbox="51b993ef-dce7-4eb4-8f09-c12eeec6dc34" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/6125a0b6-0989-43e5-8855-98df86b5da26.png" alt=""></a></div><p></p>
<p>&#x73B0;&#x5728;&#x70B9;&#x51FB; Apply:</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/90afb0bb-e787-474b-aac0-2c931b328fab.png" data-lightbox="c31cb78a-1b93-421f-81ae-77e42cb6edb1" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/90afb0bb-e787-474b-aac0-2c931b328fab.png" alt=""></a></div><p></p>
<p>&#x5982;&#x679C;SubProduct &#x79CD;&#x7C7B;&#x7279;&#x522B;&#x591A;&#xFF0C;&#x4F60;&#x53EA;&#x60F3;&#x770B;&#x5176;&#x4E2D;&#x67D0;&#x4E2A;&#x4EA7;&#x54C1;&#x7684;&#x6570;&#x76EE;&#xFF0C;&#x4F60;&#x53EF;&#x4EE5;&#x4F7F;&#x7528;&#x524D;&#x9762;&#x63D0;&#x5230;&#x7684;&#x641C;&#x7D22;&#x529F;&#x80FD;&#xFF0C;&#x76F4;&#x63A5;&#x5728;<strong>&#x5C55;&#x793A;&#x63A7;&#x5236;&#x53F0;</strong>&#x91CC;&#x67E5;&#x770B;&#xFF0C;&#x4E5F;&#x53EF;&#x4EE5;&#x70B9;&#x51FB;filter&#x6807;&#x7B7E;&#xFF0C;&#x586B;&#x5199;&#x4F60;&#x8981;&#x7684;&#x4EA7;&#x54C1;&#x540D;&#x79F0;&#xFF0C;&#xFF1A;</p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/422ce253-a25a-4730-a156-6d54f9276520.png" data-lightbox="4af51ea0-fa62-4886-b327-66cb3be49039" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/422ce253-a25a-4730-a156-6d54f9276520.png" alt=""></a></div><p></p>
<p>&#x70B9;&#x51FB;Apply: </p>
<p></p><div class="image-wrapper analysis-workshop-simple-example"><a href="http://docs.mlsql.tech/upload_images/8586b665-dcd4-4abb-9505-0210b09a9b4e.png" data-lightbox="da4b2c81-ffb1-4c80-9ac3-808304cfe379" data-title="" target="_blank"><img src="http://docs.mlsql.tech/upload_images/8586b665-dcd4-4abb-9505-0210b09a9b4e.png" alt=""></a></div><p></p>
<p>&#x5982;&#x679C;&#x4F60;&#x53D1;&#x73B0;&#x8FC7;&#x6EE4;&#x9519;&#x4E86;&#xFF0C;&#x4F60;&#x53EF;&#x4EE5;&#x70B9;&#x51FB; &#x3010;Rollback&#x3011; &#x64A4;&#x56DE;&#x3002;</p>
<p>&#x5BF9;&#x4E8E;&#x4EFB;&#x4F55;&#x7ED3;&#x679C;&#x4F60;&#x90FD;&#x53EF;&#x4EE5;&#x4F7F;&#x7528;&#x3010;Save As&#x3011;&#x8FDB;&#x884C;&#x4FDD;&#x5B58;&#x3002;</p>
<p>Filter&#x7684;&#x63A7;&#x5236;&#x80FD;&#x529B;&#x5F88;&#x5F3A;&#xFF0C;&#x4F60;&#x53EF;&#x4EE5;&#x4EFB;&#x610F;&#x5BF9;&#x6761;&#x4EF6;&#x4F7F;&#x7528;&#x5D4C;&#x5957;&#x7684;&#x3010;&#x4E14;&#x3011;&#x548C;&#x3010;&#x6216;&#x3011;&#x7EC4;&#x5408;&#x8FDB;&#x884C;&#x8FC7;&#x6EE4;&#x3002;</p>
<h3 id="&#x5C0F;&#x7ED3;"><a name="&#x5C0F;&#x7ED3;" class="anchor-navigation-ex-anchor" href="#&#x5C0F;&#x7ED3;"><i class="fa fa-link" aria-hidden="true"></i></a>&#x5C0F;&#x7ED3;</h3>
<p>&#x4ECE;&#x4E0A;&#x9762;&#x6211;&#x4EEC;&#x53EF;&#x4EE5;&#x770B;&#x5230;&#xFF0C;&#x4F7F;&#x7528;Analysis Workshop&#x5DF2;&#x7ECF;&#x53EF;&#x4EE5;&#x5B9E;&#x73B0;&#x975E;&#x5E38;&#x590D;&#x6742;&#x7684;&#x6570;&#x636E;&#x5904;&#x7406;&#x4E86;&#x3002;</p>
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